RE-MCDF introduces a generation-verification-revision closed-loop multi-expert LLM architecture guided by a medical knowledge graph to enforce inter-disease logical constraints and outperform baselines on neurology EMR diagnosis tasks.
Verification is All You Need: Prompting Large Language Models for Zero-Shot Clinical Coding,
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RE-MCDF: Closed-Loop Multi-Expert LLM Reasoning for Knowledge-Grounded Clinical Diagnosis
RE-MCDF introduces a generation-verification-revision closed-loop multi-expert LLM architecture guided by a medical knowledge graph to enforce inter-disease logical constraints and outperform baselines on neurology EMR diagnosis tasks.